Listen to Come Fly With Me online. Come Fly With Me is an English language song and is sung by Frank Sinatra. Come Fly With Me, from the album Sinatra 100 HiFi Hits, was released in the year 2012. The duration of the song is 3:16. Download English songs online from JioSaavn.